alamgirqazi/mamba_130m_imdb_classification

mamba_370m_imdb_classification

This model was trained from scratch on an unknown dataset. It achieves the following results on the evaluation set:

• Loss: 0.5286
• Accuracy: 0.712

Model description

More information needed

Intended uses & limitations

More information needed

Training and evaluation data

More information needed

Training procedure

Training hyperparameters

The following hyperparameters were used during training:

• learning_rate: 5e-05
• train_batch_size: 4
• eval_batch_size: 16
• seed: 42
• optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
• lr_scheduler_type: cosine
• lr_scheduler_warmup_ratio: 0.01
• num_epochs: 1
• mixed_precision_training: Native AMP

Training results

Training Loss	Epoch	Step	Validation Loss	Accuracy
0.1109	0.1	625	0.4201	0.852
0.9532	0.2	1250	0.3804	0.868
0.9931	0.3	1875	0.3834	0.868
0.3804	0.4	2500	0.3582	0.856
0.0376	0.5	3125	1.3456	0.64
0.8743	0.6	3750	0.3655	0.86
0.3276	0.7	4375	0.4749	0.764
0.3498	0.8	5000	0.5178	0.796
0.4449	0.9	5625	0.5278	0.728
0.6826	1.0	6250	0.5286	0.712

Framework versions

• Transformers 4.40.2
• Pytorch 2.4.1+cu121
• Datasets 3.0.1
• Tokenizers 0.19.1